Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang

Reaction and diffusion plays fundamental roles in many intracellular biochemical process. Bottom-up modelling approaches provide a way to connect the microscopic reactiondiffusion influenced by intracellular conditions to the macroscopic cellular behavior. However, microscopic computational metho...

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Main Author: Chew , Wei Xiang
Format: Thesis
Published: 2019
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Online Access:http://studentsrepo.um.edu.my/11922/2/Chew_Wei_Xiang.pdf
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spelling my.um.stud.119222022-01-09T22:51:38Z Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang Chew , Wei Xiang Q Science (General) QC Physics Reaction and diffusion plays fundamental roles in many intracellular biochemical process. Bottom-up modelling approaches provide a way to connect the microscopic reactiondiffusion influenced by intracellular conditions to the macroscopic cellular behavior. However, microscopic computational method that diffuses the molecule in the continuum, such as the Brownian dynamics simulation, require long duration to simulate reactiondiffusion up to the subcellular scale. In contrast, simulation scheme based on microscopic lattice method (MLM) that represent each molecule explicitly as a random walker on lattice voxels has a relatively low computational cost. Yet, the theory and consistency of MLM have not been clarified in detail. In this work, we performed in-depth analysis on MLM based on the Spatiocyte simulation scheme in solving diffusion-influenced reaction. We construct the theoretical framework for MLM based on the Smoluchowski-Collins-Kimball model for bimolecular reaction and the random walk theory. By matching the MLM theory with the continuum-based theory, we obtain the expressions for determining the simulation parameter. The MLM theory and the simulation result is then validated with the continuum-based theory and simulation method. We also show that the run time of MLM is an order of magnitude faster than continuum-based method for simulating macromolecules diffusion at typical intracellular concentrations. We have performed several case studies on reaction-diffusion process often encountered in the cell. Finally, we discuss the applicability and limitation of MLM. 2019-06 Thesis NonPeerReviewed application/pdf http://studentsrepo.um.edu.my/11922/2/Chew_Wei_Xiang.pdf application/pdf http://studentsrepo.um.edu.my/11922/3/Chew_Wei_Xiang.pdf Chew , Wei Xiang (2019) Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang. PhD thesis, Universiti Malaya. http://studentsrepo.um.edu.my/11922/
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Student Repository
url_provider http://studentsrepo.um.edu.my/
topic Q Science (General)
QC Physics
spellingShingle Q Science (General)
QC Physics
Chew , Wei Xiang
Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
description Reaction and diffusion plays fundamental roles in many intracellular biochemical process. Bottom-up modelling approaches provide a way to connect the microscopic reactiondiffusion influenced by intracellular conditions to the macroscopic cellular behavior. However, microscopic computational method that diffuses the molecule in the continuum, such as the Brownian dynamics simulation, require long duration to simulate reactiondiffusion up to the subcellular scale. In contrast, simulation scheme based on microscopic lattice method (MLM) that represent each molecule explicitly as a random walker on lattice voxels has a relatively low computational cost. Yet, the theory and consistency of MLM have not been clarified in detail. In this work, we performed in-depth analysis on MLM based on the Spatiocyte simulation scheme in solving diffusion-influenced reaction. We construct the theoretical framework for MLM based on the Smoluchowski-Collins-Kimball model for bimolecular reaction and the random walk theory. By matching the MLM theory with the continuum-based theory, we obtain the expressions for determining the simulation parameter. The MLM theory and the simulation result is then validated with the continuum-based theory and simulation method. We also show that the run time of MLM is an order of magnitude faster than continuum-based method for simulating macromolecules diffusion at typical intracellular concentrations. We have performed several case studies on reaction-diffusion process often encountered in the cell. Finally, we discuss the applicability and limitation of MLM.
format Thesis
author Chew , Wei Xiang
author_facet Chew , Wei Xiang
author_sort Chew , Wei Xiang
title Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
title_short Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
title_full Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
title_fullStr Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
title_full_unstemmed Microscopic lattice method for studying intracellular reaction-diffusion kinetics / Chew Wei Xiang
title_sort microscopic lattice method for studying intracellular reaction-diffusion kinetics / chew wei xiang
publishDate 2019
url http://studentsrepo.um.edu.my/11922/2/Chew_Wei_Xiang.pdf
http://studentsrepo.um.edu.my/11922/3/Chew_Wei_Xiang.pdf
http://studentsrepo.um.edu.my/11922/
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score 13.160551